CATCH - Inductive Inference for Large Scale Data Bases Text CATegorization
Description
The growth of information availability has led to the necessity of better technologies for automatic text categorisation. The project tackles this problem using Support Vector Machines for large scale data bases in various domains.
Researchers
Funded by
FCT /POSI/SRI/41234/2001, 2002-2005.
Total budget
11 500,00 €
Keywords
Support Vector Machines, Text Categorization, Web Categorization, Computational Intelligence
Start Date
2002-09-30
End Date
2005-09-30
Journal Articles
2008
(1 publication) 2007
(2 publications) - Silva, C. and Ribeiro, B. , "On Text-based Mining with Active Learning and Background Knowledge using SVM", Journal of Soft Computing - A Fusion of Foundations, Methodologies and Applications, Springer Verlag, vol. 11, pp. 519-530, 2007
- Silva, C. and Ribeiro, B. , "RVM Ensemble for Text Classification", International Journal of Computational Intelligence Research, vol. 3, pp. 31-35, 2007
2006
(1 publication) Conference Articles
2009
(1 publication) 2008
(2 publications) - Silva, C. and Ribeiro, B. , "Text Classification on Embedded Manifolds", in IBERAMIA 2008, 2008
- Silva, C. and Ribeiro, B. , "Selecting Examples in Manifold Reduced Feature Space for Active Learning", in IEEE ICMLA 2008, 2008
2007
(2 publications) - Silva, C. and Ribeiro, B. and Sung, A.H. , "Boosting RVM Classifiers for Large Data Sets", in ICANNGA 2007, 2007
- Silva, C. and Ribeiro, B. , "Combining Active Learning and Relevance Vector Machines for Text Classification", in IEEE ICMLA 2007, 2007
2006
(6 publications) - Silva, C. and Ribeiro, B. and Lotrič, U. , "Fast-Decision SVM Ensemble Text Classifier Using Cluster Computing", in ICNPSC\'06, 2006
- Silva, C. and Ribeiro, B. , "Scaling Text Classification with Relevance Vector Machines", in IEEE SMC06, 2006
- Silva, C. and Ribeiro, B. , "Expanding Working Set Approaches to RVM for Text Classification", in Summer School on Neural Networks - Poster Presentation, 2006
- Silva, C. and Ribeiro, B. , "Automated Learning of RVM for Large Scale Text Sets: Divide to Conquer", in IDEAL 2006, 2006
- Silva, C. and Ribeiro, B. , "Two-level hierarchical hybrid SVM-RVM classification model", in IEEE ICMLA 2006, 2006
- Silva, C. and Ribeiro, B. , "RVM Ensemble for Text Classification", in ICONIP 2006 - 13th International Conference on Neural Information Processing (Poster presentation), 2006
2005
(1 publication) 2004
(2 publications) - Silva, C. and Ribeiro, B. , "Labeled and Unlabeled Data in Text Categorization", in IJCNN 2004, 2004
- Silva, C. and Ribeiro, B. , "Margin-based Active Learning and Background Knowledge in Text Mining", in HIS 2004, 2004
2003
(3 publications) - Silva, C. and Ribeiro, B. , "The Importance of Stop Word Removal on Recall Values in Text Categorization", in IJCNN 2003, 2003
- Silva, C. and Ribeiro, B. , "On the Evaluation of Text Processing in Text Categorization", in ICMLA 2003, 2003
- Silva, C. and Ribeiro, B. , "An Inductive Inference Approach to Large Scale Text Categorisation", in ICANNGA 2003, 2003
